"uncertainty sets" Papers

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Efficient Policy Optimization in Robust Constrained MDPs with Iteration Complexity Guarantees

Sourav Ganguly, Kishan Panaganti, Arnob Ghosh et al.

NEURIPS 2025arXiv:2505.19238
3
citations

Smart Surrogate Losses for Contextual Stochastic Linear Optimization with Robust Constraints

Hyungki Im, Wyame Benslimane, Paul Grigas

NEURIPS 2025arXiv:2505.22881

Solving Robust Markov Decision Processes: Generic, Reliable, Efficient

Tobias Meggendorfer, Maximilian Weininger, Patrick Wienhöft

AAAI 2025paperarXiv:2412.10185
7
citations

Large-Scale Non-convex Stochastic Constrained Distributionally Robust Optimization

Qi Zhang, Yi Zhou, Ashley Prater-Bennette et al.

AAAI 2024paperarXiv:2404.01200
4
citations